AI is evolving faster than customers' ability to adopt it, according to a new study

A new study from Instruqt's 2026 State of Developer Adoption Report, conducted by SlashData, reveals that AI technology is advancing at a pace that outstrips organizations' capacity to implement and adopt these solutions effectively. The research highlights a growing gap between the rapid evolution of artificial intelligence capabilities and the practical challenges enterprises face in integrating these technologies into their workflows and operations. The study found that hands-on labs increase a developer's chances of reaching full productivity levels by approximately 50% within two months. This finding suggests that practical, experiential learning approaches are becoming critical for bridging the AI adoption gap, as traditional training methods may not be sufficient to help development teams keep pace with rapidly evolving AI tools and frameworks. The research indicates that organizations need to invest in more immersive, practical training environments to ensure their technical teams can effectively leverage new AI technologies as they emerge.